Ask your store anything
Ask what happened on the floor in plain words. Muse Spark answers from the event log and the video; SAM 3.1 confirms a shelf gap holds no product.
Supermarket
Your cameras already see the queue, the empty shelf and the spill. Ask anything in your own language; Muse Spark answers from what SAM 3.1 tracked and the Tier 1 model saw, turns the answer into a change you can test, watches for it, tells the right person with the photo, checks the fix twice and keeps a receipt. Everything below is live on this store’s cameras.
Connecting to the store’s cameras…
What one question proved
REPLAYrecorded 4 Nov 2026: A recorded run, replayed with no model calls22Ask's answer before: the tracker's count
10people
The checkout queue camera, one frame at 01:13:07 UTC. Counted by hand: about 12.
Three counts of the same frame, none seeing the others:
“SAM found 15 boxes but 9 had no person point, indicating duplicates.”
Ask's error went from +10 and +8 to -2 and -2 on two busy frames.
A spill, seen and cleared in 1.9 min
SAMPLEthe spill photo is a Muse Image edit: Hand-written sample content, not a run or a measured resultSeen on the aisle camera
Muse Spark found it, SAM 3.1 boxed the puddle, Glimmer agreed
Staff alerted
Chain record #19
Cleared, 1.9 min after it was seen
Proof photo checked by Spark (9.8 s) and Glimmer (15.1 s); chain record #21
Chain intact that day: 28 records.
The same frames, before and after
| Frame (UTC) | By hand | Before | Ask now |
|---|---|---|---|
| 01:13:07 | ~12 | 10 | |
| 01:03:10 | ~13 | 11 |
No single model was right: SAM over-counts busy views and Spark's points miss people half hidden; the three counts bracket the truth.
From a question to a fixed problem
- Step 1, not yet:
Ask
Typed or spoken, any language; the answer is read aloud.
- Step 2, not yet:
Advice
A card with a pre-registered check; its numbers must be in the answer's evidence.
- Step 3, not yet:
Watch
Queue, hazard and shelf checks tell the right person, with the photo.
- Step 4, not yet:
Fixed
A staff photo checked by Spark and the Tier 1 model closes the task; the time goes on the chain.
- Step 5, not yet:
Brief
Muse Spark writes the owner's brief from the stored checks and tasks.
Ask
typed or spoken, any language; answer read aloudAdvice with a pre-registered check
Site Advisor card from the answer; numbers must appear in the answer's evidenceAsk a question first (step 1).
The watch tells staff, with the photo
queue / hazard / shelf checks; alerts go to the staff alerts app (and Telegram or WhatsApp when set up)| Camera | Recorded | Check now |
|---|
None yet: accept an advice card or add one.
Fixed, and proven fixed
a staff photo checked by Spark and the Tier 1 model, or a clean camera re-check; time to fix goes on the evidence chainNo staff tasks yet: a shelf or hazard check that finds something opens one.